{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Mask Generation with OpenCV\n",
    "In the paper they generate irregular masks by using occlusion/dis-occlusion between two consecutive frames of videos, as described in [this paper](https://lmb.informatik.uni-freiburg.de/Publications/2010/Bro10e/sundaram_eccv10.pdf). \n",
    "\n",
    "Instead we'll simply be using OpenCV to generate some irregular masks, which will hopefully perform just as well. We've implemented this in the function `_generate_mask`, which is located in the `util.py` file in the libs directory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import itertools\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Change to root path\n",
    "if os.path.basename(os.getcwd()) != 'PConv-Keras':\n",
    "    os.chdir('..')\n",
    "    \n",
    "# Import function that generates random masks\n",
    "from libs.util import MaskGenerator\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us review of the code of this function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "??MaskGenerator._generate_mask"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's create some output samples with this function to see what it does"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 25 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Instantiate mask generator\n",
    "mask_generator = MaskGenerator(512, 512, 3, rand_seed=42)\n",
    "\n",
    "# Plot the results\n",
    "_, axes = plt.subplots(5, 5, figsize=(20, 20))\n",
    "axes = list(itertools.chain.from_iterable(axes))\n",
    "\n",
    "for i in range(len(axes)):\n",
    "    \n",
    "    # Generate image\n",
    "    img = mask_generator.sample()\n",
    "    \n",
    "    # Plot image on axis\n",
    "    axes[i].imshow(img*255)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I've also implemented a function which will load masks from a directory, and potentially augments them. This can be used to load masks published with the original paper. E.g. get the original training and testing masks from http://masc.cs.gmu.edu/wiki/partialconv, and save them to `data/masks/train/` and `data/masks/test/`, respectively."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ">> Found 55116 masks in ./data/masks/train\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 25 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Instantiate mask generator\n",
    "mask_generator = MaskGenerator(512, 512, 3, rand_seed=42, filepath='./data/masks/train')\n",
    "\n",
    "# Plot the results\n",
    "_, axes = plt.subplots(5, 5, figsize=(20, 20))\n",
    "axes = list(itertools.chain.from_iterable(axes))\n",
    "\n",
    "for i in range(len(axes)):\n",
    "    \n",
    "    # Generate image\n",
    "    img = mask_generator.sample()\n",
    "    \n",
    "    # Plot image on axis\n",
    "    axes[i].imshow(img*255)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Tensorflow-gpu",
   "language": "python",
   "name": "tensorflow-gpu"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
